Blog
New Builds 2024
A recap of building a generative choose-your-own-adventure game in 24 hours at New Builds 2024 hackathon
Understanding the diffusion process
An exploration of the DDPM paper by Ho et al., covering core concepts of diffusion models for image generation.
LLM Evals
A tutorial on evaluating LLM performance using LangSmith for 10-K filing retrieval tasks.
LangChain Primer
An introduction to LangChain framework for AI applications, including RAG implementation and monitoring.
Fine-tune GPT-2 for Classification
A tutorial on fine-tuning GPT-2 for classification tasks using the Hugging Face Transformers library.
Building LSTMs from Scratch
A step-by-step implementation guide for building multi-layer LSTMs from scratch in Python.
GPT-4 Vision Example
A guide to using GPT-4 Vision API for generating advertising copy from product images.
Building a Transformer
A detailed breakdown of the Transformer architecture, focusing on encoder-decoder blocks and self-attention.
IMDb Rating Prediction
A regression analysis project predicting IMDb movie ratings and identifying key influential features.
EPL Season 14 Group D
An analysis of ESL Pro League Season 14 Group D performance metrics and player statistics.